EstimatedPointProcess
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EstimatedPointProcess
estimates the parametric point process pproc from point data pdata.
estimates the parameters p, q, … with starting values p0, q0, ….
Details and Options

- EstimatedPointProcess takes point data pdata and returns the symbolic point process pproc with parameter estimates inserted for any non-numeric values.
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- In general, a process pproc can be better estimated from an ensemble of point data.
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- The points pdata can have the following forms:
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{p1,p2,…} points pi GeoPosition[…],GeoPositionXYZ[…],… geographic points SpatialPointData[…] spatial point collection {pts,reg} point collection pts and observation region reg - The points are converted to a SpatialPointData object and a Ripley–Rasson estimator is used to generate the observation region if it is not provided in pdata.
- The following options can be given:
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AccuracyGoal Automatic the accuracy sought PointProcessEstimator Automatic what process parameter estimator to use PrecisionGoal Automatic the precision sought WorkingPrecision Automatic the precision used in internal computations - Settings for PointProcessEstimator are documented under the individual point process reference pages.
Examples
open allclose allBasic Examples (1)Summary of the most common use cases
Estimate the parameter of a PoissonPointProcess:

https://wolfram.com/xid/0rkj1dix01g16ya-87m94z

https://wolfram.com/xid/0rkj1dix01g16ya-ntrd4p

Compare the nearest neighbor function of the estimated process to the original data:

https://wolfram.com/xid/0rkj1dix01g16ya-hb971p

https://wolfram.com/xid/0rkj1dix01g16ya-ijidg5

Scope (3)Survey of the scope of standard use cases
Cluster point processes (1)
Simulate a point configuration from a Matern point process:

https://wolfram.com/xid/0rkj1dix01g16ya-8c7zax

https://wolfram.com/xid/0rkj1dix01g16ya-9g5xhe

Use the "FindClusters" method to estimate a point process model:

https://wolfram.com/xid/0rkj1dix01g16ya-3o7emz

Compare the Ripley measure between the original process and the estimated model:

https://wolfram.com/xid/0rkj1dix01g16ya-m5qyr2

Gibbs point processes (2)
Estimate a hardcore point process:

https://wolfram.com/xid/0rkj1dix01g16ya-f65qge

https://wolfram.com/xid/0rkj1dix01g16ya-v1my3r


https://wolfram.com/xid/0rkj1dix01g16ya-0lrhw4

Estimate an interaction point process:

https://wolfram.com/xid/0rkj1dix01g16ya-m3vtqd

https://wolfram.com/xid/0rkj1dix01g16ya-02lrvk


https://wolfram.com/xid/0rkj1dix01g16ya-ktpc3y


https://wolfram.com/xid/0rkj1dix01g16ya-g1jfw2

Options (3)Common values & functionality for each option
PointProcessEstimator (2)
Estimate a cluster point process:

https://wolfram.com/xid/0rkj1dix01g16ya-3xtnqr
Use the "FindClusters" method to estimate a point process model:

https://wolfram.com/xid/0rkj1dix01g16ya-qqtrbj


https://wolfram.com/xid/0rkj1dix01g16ya-qlcixz

Estimate an interaction process:

https://wolfram.com/xid/0rkj1dix01g16ya-k4hl1s
Use "MaximumPseudoLikelihood" method:

https://wolfram.com/xid/0rkj1dix01g16ya-gtlp8y

Use "MaximumLikelihood" method:

https://wolfram.com/xid/0rkj1dix01g16ya-knkvty

WorkingPrecision (1)
Estimate a cluster point process with arbitrary precision:

https://wolfram.com/xid/0rkj1dix01g16ya-60qt3t
Specify WorkingPrecision:

https://wolfram.com/xid/0rkj1dix01g16ya-v0w81j

EstimatedPointProcess uses MachinePrecision as default:

https://wolfram.com/xid/0rkj1dix01g16ya-0s6dcu

Wolfram Research (2020), EstimatedPointProcess, Wolfram Language function, https://reference.wolfram.com/language/ref/EstimatedPointProcess.html.
Text
Wolfram Research (2020), EstimatedPointProcess, Wolfram Language function, https://reference.wolfram.com/language/ref/EstimatedPointProcess.html.
Wolfram Research (2020), EstimatedPointProcess, Wolfram Language function, https://reference.wolfram.com/language/ref/EstimatedPointProcess.html.
CMS
Wolfram Language. 2020. "EstimatedPointProcess." Wolfram Language & System Documentation Center. Wolfram Research. https://reference.wolfram.com/language/ref/EstimatedPointProcess.html.
Wolfram Language. 2020. "EstimatedPointProcess." Wolfram Language & System Documentation Center. Wolfram Research. https://reference.wolfram.com/language/ref/EstimatedPointProcess.html.
APA
Wolfram Language. (2020). EstimatedPointProcess. Wolfram Language & System Documentation Center. Retrieved from https://reference.wolfram.com/language/ref/EstimatedPointProcess.html
Wolfram Language. (2020). EstimatedPointProcess. Wolfram Language & System Documentation Center. Retrieved from https://reference.wolfram.com/language/ref/EstimatedPointProcess.html
BibTeX
@misc{reference.wolfram_2025_estimatedpointprocess, author="Wolfram Research", title="{EstimatedPointProcess}", year="2020", howpublished="\url{https://reference.wolfram.com/language/ref/EstimatedPointProcess.html}", note=[Accessed: 02-June-2025
]}
BibLaTeX
@online{reference.wolfram_2025_estimatedpointprocess, organization={Wolfram Research}, title={EstimatedPointProcess}, year={2020}, url={https://reference.wolfram.com/language/ref/EstimatedPointProcess.html}, note=[Accessed: 02-June-2025
]}